Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "141"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 141 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 47 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 45 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 141, Node N13:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459862 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.494389 6.914883 4.228776 30.122425 0.916239 13.634681 -0.295642 -2.898730 0.6931 0.6871 0.4041 nan nan
2459861 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.986815 3.612219 -1.699301 2.688404 0.625094 0.896248 0.007130 -4.448018 0.7221 0.6651 0.4045 nan nan
2459860 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.483322 5.036391 3.991582 22.888750 0.603210 16.299078 0.019851 -3.375434 0.7300 0.6730 0.3990 nan nan
2459859 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.039716 3.032027 -2.068807 2.728058 -0.579064 0.874516 -0.570730 -2.884193 0.7347 0.6802 0.3936 nan nan
2459858 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -1.017400 3.376123 -2.068783 2.564131 0.190097 0.700836 -0.234917 -4.611331 0.7431 0.6831 0.4082 1.557665 1.418682
2459857 digital_ok 100.00% 100.00% 100.00% 0.00% - - 4.498824 31.238412 -0.731301 4.072050 9.253659 12.810024 2.618901 1.651354 0.0298 0.0299 0.0062 nan nan
2459856 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.165282 3.773983 -0.061720 6.382134 1.760148 3.983073 2.090105 17.496414 0.7186 0.6771 0.3741 3.362377 3.064032
2459855 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.975584 5.857752 -0.713258 7.124383 2.499749 4.364898 2.390350 12.315455 0.7046 0.6932 0.3971 3.363372 2.808851
2459854 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.508297 5.300506 -0.599181 5.124733 1.770747 3.150846 2.195717 25.660869 0.7120 0.7126 0.4093 3.458832 2.864514
2459853 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.689347 4.333025 -0.595114 7.172965 0.902327 4.449920 2.003782 35.899568 0.7383 0.6671 0.4006 3.662871 3.189004
2459852 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.656627 4.754660 -0.178519 7.632438 1.207203 3.868506 0.718092 8.883914 0.8258 0.8193 0.2264 6.412342 6.667709
2459851 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.853024 6.560627 -0.538867 10.255183 2.985618 7.717310 4.076287 24.665452 0.7570 0.7053 0.3162 2.736310 1.962893
2459850 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.684994 4.312794 -0.597106 6.940594 1.299271 4.533738 2.579298 33.539998 0.7423 0.7372 0.3314 3.205350 2.720492
2459849 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.854971 3.600406 -0.349885 13.770495 1.315994 4.465277 2.893396 32.023280 0.7432 0.7273 0.3386 4.422671 3.882419
2459848 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.137598 4.071901 0.601490 8.985149 1.080515 4.597780 0.404120 26.959665 0.7220 0.7307 0.3577 3.827483 3.419790
2459847 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.188537 5.966313 1.137092 9.287319 1.264573 2.694482 3.166647 20.782080 0.7199 0.6557 0.4124 8.625949 6.969488
2459845 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.725836 4.042788 1.022961 11.363612 2.328536 3.123032 2.226000 15.172467 0.7190 0.7127 0.3715 0.000000 0.000000
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - -1.023092 10.123497 -0.084877 4.023408 0.433450 21.774068 1.022486 58.797060 0.0289 0.0264 0.0019 nan nan
2459843 digital_ok 100.00% 1.20% 0.66% 0.00% 100.00% 0.00% 3.583530 5.342074 1.734576 5.393391 1.905014 6.950482 3.556892 35.274483 0.7270 0.7165 0.3791 0.000000 0.000000
2459842 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.596080 1.214093 1.319622 3.124296 0.619831 -0.138113 0.743953 7.933467 0.7397 0.6577 0.2550 4.169269 4.583039
2459841 digital_ok 100.00% 100.00% 100.00% 0.00% - - 0.436855 10.135161 0.880181 2.464039 0.055431 44.924105 2.026694 57.531923 0.0287 0.0261 0.0020 nan nan
2459839 digital_ok 100.00% - - - - - 0.451112 2.939704 -0.629236 0.873077 -0.658835 0.611282 0.862796 7.302672 nan nan nan nan nan
2459838 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.333315 5.150028 2.394792 7.130575 -0.148684 6.280166 0.416003 14.843015 0.7520 0.7023 0.3732 5.653682 5.227910
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0572 0.0549 0.0042 nan nan
2459835 digital_ok 100.00% 100.00% 100.00% 0.00% - - -0.821672 2.205879 0.632639 2.771556 -0.419382 1.553314 0.218252 4.875010 0.0539 0.0553 0.0030 nan nan
2459833 digital_ok 100.00% 100.00% 100.00% 0.00% - - 1.491410 2.497130 1.681315 2.308096 -0.071514 3.722491 1.519298 12.723796 0.0442 0.0382 0.0021 nan nan
2459832 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.649230 5.773857 2.155520 6.165710 -0.113652 0.214608 0.955313 17.447285 0.8161 0.5428 0.5704 5.606297 4.141589
2459831 digital_ok 100.00% 100.00% 100.00% 0.00% - - 0.195996 2.823740 -0.675595 1.111004 -0.835554 1.025139 0.497327 5.361093 0.0582 0.0556 0.0074 nan nan
2459830 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.921866 4.412641 3.049025 7.862212 1.240602 3.399525 1.755748 30.946777 0.8170 0.5605 0.5502 6.382113 5.671474
2459829 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.710150 5.623689 2.657248 6.762318 11.336877 1.324904 5.886479 47.253044 0.7586 0.6699 0.3916 0.000000 0.000000
2459828 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.883248 3.340048 -0.103845 7.291701 1.387250 3.327442 1.721418 61.258787 0.8185 0.5710 0.5362 6.727250 5.087120
2459827 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.541244 4.151928 0.453567 9.712322 1.014735 2.017006 7.435981 15.233342 0.7695 0.6667 0.3948 6.907913 4.303553
2459826 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.556702 2.969637 0.482685 9.522345 1.952994 3.052109 1.468391 32.789249 0.8160 0.5797 0.5157 0.000000 0.000000
2459825 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.569833 3.863638 -0.689497 7.690181 0.775866 1.795674 3.331989 6.146356 0.8193 0.6056 0.5071 -0.000000 -0.000000
2459824 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.485012 7.576156 -0.836574 8.103380 0.684652 4.460638 1.219551 30.124668 0.7372 0.7209 0.3286 0.000000 0.000000
2459823 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.950741 5.757542 -0.013587 10.936203 0.303055 2.427144 0.889568 18.654453 0.7815 0.6347 0.4534 8.082341 3.948999
2459822 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.127647 3.606226 0.385708 9.691430 0.875133 3.567888 3.572939 34.649618 0.8184 0.6239 0.5070 8.961033 6.811908
2459821 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.172455 4.091988 0.222933 9.433504 -0.063330 2.307842 3.936140 7.230794 0.8148 0.6362 0.5002 3.586821 2.819291
2459820 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.906010 3.958772 0.323496 9.039004 0.616822 6.636672 1.039300 35.938943 0.7797 0.6719 0.3981 7.203641 7.051049
2459817 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.179981 4.788648 -0.021495 8.967838 0.217072 2.303794 -0.485875 3.407464 0.8156 0.6686 0.5000 4.575848 3.724449
2459816 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.044658 3.741543 -0.896930 10.708423 0.932257 3.298483 1.640677 35.054148 0.8580 0.5943 0.5783 5.854701 4.183522
2459815 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.943898 5.489737 -0.577549 9.436945 0.479744 4.501106 1.400733 27.127667 0.8166 0.6885 0.5006 7.050746 5.855479
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 141: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Power 30.122425 -1.494389 6.914883 4.228776 30.122425 0.916239 13.634681 -0.295642 -2.898730

Antenna 141: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Shape 3.612219 3.612219 -0.986815 2.688404 -1.699301 0.896248 0.625094 -4.448018 0.007130

Antenna 141: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Power 22.888750 -1.483322 5.036391 3.991582 22.888750 0.603210 16.299078 0.019851 -3.375434

Antenna 141: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Shape 3.032027 -1.039716 3.032027 -2.068807 2.728058 -0.579064 0.874516 -0.570730 -2.884193

Antenna 141: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Shape 3.376123 3.376123 -1.017400 2.564131 -2.068783 0.700836 0.190097 -4.611331 -0.234917

Antenna 141: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Shape 31.238412 31.238412 4.498824 4.072050 -0.731301 12.810024 9.253659 1.651354 2.618901

Antenna 141: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 17.496414 2.165282 3.773983 -0.061720 6.382134 1.760148 3.983073 2.090105 17.496414

Antenna 141: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 12.315455 5.857752 2.975584 7.124383 -0.713258 4.364898 2.499749 12.315455 2.390350

Antenna 141: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 25.660869 5.300506 2.508297 5.124733 -0.599181 3.150846 1.770747 25.660869 2.195717

Antenna 141: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 35.899568 4.333025 1.689347 7.172965 -0.595114 4.449920 0.902327 35.899568 2.003782

Antenna 141: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 8.883914 3.656627 4.754660 -0.178519 7.632438 1.207203 3.868506 0.718092 8.883914

Antenna 141: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 24.665452 1.853024 6.560627 -0.538867 10.255183 2.985618 7.717310 4.076287 24.665452

Antenna 141: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 33.539998 1.684994 4.312794 -0.597106 6.940594 1.299271 4.533738 2.579298 33.539998

Antenna 141: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 32.023280 1.854971 3.600406 -0.349885 13.770495 1.315994 4.465277 2.893396 32.023280

Antenna 141: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 26.959665 4.071901 2.137598 8.985149 0.601490 4.597780 1.080515 26.959665 0.404120

Antenna 141: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 20.782080 5.966313 2.188537 9.287319 1.137092 2.694482 1.264573 20.782080 3.166647

Antenna 141: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 15.172467 4.042788 2.725836 11.363612 1.022961 3.123032 2.328536 15.172467 2.226000

Antenna 141: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 58.797060 -1.023092 10.123497 -0.084877 4.023408 0.433450 21.774068 1.022486 58.797060

Antenna 141: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 35.274483 5.342074 3.583530 5.393391 1.734576 6.950482 1.905014 35.274483 3.556892

Antenna 141: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 7.933467 0.596080 1.214093 1.319622 3.124296 0.619831 -0.138113 0.743953 7.933467

Antenna 141: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 57.531923 0.436855 10.135161 0.880181 2.464039 0.055431 44.924105 2.026694 57.531923

Antenna 141: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 7.302672 2.939704 0.451112 0.873077 -0.629236 0.611282 -0.658835 7.302672 0.862796

Antenna 141: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 14.843015 5.150028 2.333315 7.130575 2.394792 6.280166 -0.148684 14.843015 0.416003

Antenna 141: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 4.875010 2.205879 -0.821672 2.771556 0.632639 1.553314 -0.419382 4.875010 0.218252

Antenna 141: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 12.723796 2.497130 1.491410 2.308096 1.681315 3.722491 -0.071514 12.723796 1.519298

Antenna 141: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 17.447285 2.649230 5.773857 2.155520 6.165710 -0.113652 0.214608 0.955313 17.447285

Antenna 141: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 5.361093 0.195996 2.823740 -0.675595 1.111004 -0.835554 1.025139 0.497327 5.361093

Antenna 141: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 30.946777 2.921866 4.412641 3.049025 7.862212 1.240602 3.399525 1.755748 30.946777

Antenna 141: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 47.253044 5.623689 3.710150 6.762318 2.657248 1.324904 11.336877 47.253044 5.886479

Antenna 141: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 61.258787 3.340048 2.883248 7.291701 -0.103845 3.327442 1.387250 61.258787 1.721418

Antenna 141: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 15.233342 2.541244 4.151928 0.453567 9.712322 1.014735 2.017006 7.435981 15.233342

Antenna 141: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 32.789249 2.969637 2.556702 9.522345 0.482685 3.052109 1.952994 32.789249 1.468391

Antenna 141: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Power 7.690181 3.863638 2.569833 7.690181 -0.689497 1.795674 0.775866 6.146356 3.331989

Antenna 141: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 30.124668 2.485012 7.576156 -0.836574 8.103380 0.684652 4.460638 1.219551 30.124668

Antenna 141: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 18.654453 5.757542 2.950741 10.936203 -0.013587 2.427144 0.303055 18.654453 0.889568

Antenna 141: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 34.649618 3.127647 3.606226 0.385708 9.691430 0.875133 3.567888 3.572939 34.649618

Antenna 141: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Power 9.433504 4.091988 3.172455 9.433504 0.222933 2.307842 -0.063330 7.230794 3.936140

Antenna 141: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 35.938943 2.906010 3.958772 0.323496 9.039004 0.616822 6.636672 1.039300 35.938943

Antenna 141: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Power 8.967838 3.179981 4.788648 -0.021495 8.967838 0.217072 2.303794 -0.485875 3.407464

Antenna 141: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 35.054148 3.741543 2.044658 10.708423 -0.896930 3.298483 0.932257 35.054148 1.640677

Antenna 141: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 27.127667 5.489737 2.943898 9.436945 -0.577549 4.501106 0.479744 27.127667 1.400733

Antenna 141: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 141: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
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